{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 55, 255, 155],\n",
       "        [ 55, 255, 155],\n",
       "        [ 55, 255, 155],\n",
       "        ...,\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0]],\n",
       "\n",
       "       [[ 55, 255, 155],\n",
       "        [ 55, 255, 155],\n",
       "        [ 55, 255, 155],\n",
       "        ...,\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0]],\n",
       "\n",
       "       [[ 55, 255, 155],\n",
       "        [ 55, 255, 155],\n",
       "        [ 55, 255, 155],\n",
       "        ...,\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        ...,\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0]],\n",
       "\n",
       "       [[  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        ...,\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0]],\n",
       "\n",
       "       [[  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        ...,\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0],\n",
       "        [  0,   0,   0]]], dtype=uint8)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "img = np.zeros((400,500,3),np.uint8)\n",
    "cv2.line(img,(0,0),(255,255),(55,255,155),5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "\n",
    "# 读取彩色图像，如果想以灰度图像读取，可以使用cv2.IMREAD_GRAYSCALE作为参数\n",
    "img = cv2.imread('./R.jpg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图像的高度：1236, 宽度：1980, 通道数：3\n",
      "图像数据类型：uint8\n",
      "图像大小（字节）：7341840\n"
     ]
    }
   ],
   "source": [
    "# 获取图像的尺寸（高度，宽度，通道数）\n",
    "height, width, channels = img.shape\n",
    "print(f'图像的高度：{height}, 宽度：{width}, 通道数：{channels}')\n",
    "\n",
    "# 获取图像的数据类型\n",
    "dtype = img.dtype\n",
    "print(f'图像数据类型：{dtype}')\n",
    "\n",
    "# 获取图像的大小（以字节为单位）\n",
    "size = img.size\n",
    "print(f'图像大小（字节）：{size}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 显示图像\n",
    "cv2.imshow('image', img)\n",
    "\n",
    "# 等待按键按下\n",
    "cv2.waitKey(0) & 0xFF\n",
    "\n",
    "# 关闭打开的图像窗口\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 保存图像\n",
    "cv2.imwrite('path_to_save_image.jpg', img)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 读取图像\n",
    "image = cv2.imread('./R.jpg')\n",
    "\n",
    "# 分离通道\n",
    "b, g, r = cv2.split(image)\n",
    "\n",
    "# 显示原始图像和分离后的通道\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "plt.subplot(141)\n",
    "plt.title('Original Image')\n",
    "plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))  # 将BGR格式转换为RGB格式以便正确显示\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(142)\n",
    "plt.title('Blue Channel')\n",
    "plt.imshow(b, cmap='gray')  # 使用灰度颜色映射显示蓝色通道\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(143)\n",
    "plt.title('Green Channel')\n",
    "plt.imshow(g, cmap='gray')  # 使用灰度颜色映射显示绿色通道\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(144)\n",
    "plt.title('Red Channel')\n",
    "plt.imshow(r, cmap='gray')  # 使用灰度颜色映射显示红色通道\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Blue Channel shape: (1236, 1980)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2\n",
    "\n",
    "# 读取图像\n",
    "image = cv2.imread('./R.jpg')\n",
    "\n",
    "# 分离通道\n",
    "b, g, r = cv2.split(image)\n",
    "\n",
    "# 显示分离后的通道\n",
    "cv2.imshow('Blue Channel', b)\n",
    "cv2.imshow('Green Channel', g)\n",
    "cv2.imshow('Red Channel', r)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n",
    "\n",
    "# 如果想查看某个通道的具体属性或保存\n",
    "print('Blue Channel shape:', b.shape)\n",
    "cv2.imwrite('blue_channel.jpg', b)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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